ASILO Robustness — Summary
Final-round snapshot (mean ± 95% CI)
| block |
label |
method |
round |
f1_mean |
f1_std |
ci_low |
ci_high |
bytes_cum_mean |
| heterogeneous |
fast25 |
ASILO |
49 |
0.3234 |
0.0275 |
0.3064 |
0.3404 |
8129657.9000 |
| heterogeneous |
fast25 |
DFedSAM |
49 |
0.2913 |
0.0267 |
0.2748 |
0.3079 |
19890000.0000 |
| heterogeneous |
fast25 |
DeceFL |
49 |
0.2925 |
0.0222 |
0.2788 |
0.3063 |
79560000.0000 |
| heterogeneous |
fast25 |
FedAvg |
49 |
0.2949 |
0.0255 |
0.2791 |
0.3107 |
19890000.0000 |
| heterogeneous |
fast50 |
ASILO |
49 |
0.3283 |
0.0363 |
0.3057 |
0.3508 |
7759884.3000 |
| heterogeneous |
fast50 |
DFedSAM |
49 |
0.2848 |
0.0127 |
0.2769 |
0.2927 |
19890000.0000 |
| heterogeneous |
fast50 |
DeceFL |
49 |
0.2925 |
0.0222 |
0.2787 |
0.3063 |
79560000.0000 |
| heterogeneous |
fast50 |
FedAvg |
49 |
0.2989 |
0.0169 |
0.2885 |
0.3094 |
19890000.0000 |
| homogeneous |
homogeneous |
ASILO |
49 |
0.3045 |
0.0195 |
0.2924 |
0.3166 |
7381413.1000 |
| homogeneous |
homogeneous |
DFedSAM |
49 |
0.2983 |
0.0319 |
0.2786 |
0.3181 |
19890000.0000 |
| homogeneous |
homogeneous |
DeceFL |
49 |
0.2821 |
0.0095 |
0.2762 |
0.2879 |
79560000.0000 |
| homogeneous |
homogeneous |
FedAvg |
49 |
0.2803 |
0.0142 |
0.2715 |
0.2891 |
19890000.0000 |
f1_mean_ci_timeseries_ASILO

f1_mean_ci_timeseries_FedAvg

f1_mean_ci_timeseries_DeceFL

f1_mean_ci_timeseries_DFedSAM

f1_asilo_vs_bases_homogeneous

f1_asilo_vs_bases_fast50

f1_asilo_vs_bases_fast25

F1 across rounds

F1 vs Normalized Communication

Pheromone decay

boxplot f1 heterogeneous heterogeneous-fast25 ASILO.png

boxplot f1 heterogeneous heterogeneous-fast25 DeceFL.png

boxplot f1 heterogeneous heterogeneous-fast25 DFedSAM.png

boxplot f1 heterogeneous heterogeneous-fast25 FedAvg.png

boxplot f1 heterogeneous heterogeneous-fast50 ASILO.png

boxplot f1 heterogeneous heterogeneous-fast50 DeceFL.png

boxplot f1 heterogeneous heterogeneous-fast50 DFedSAM.png

boxplot f1 heterogeneous heterogeneous-fast50 FedAvg.png

boxplot f1 homogeneous homogeneous ASILO.png

boxplot f1 homogeneous homogeneous DeceFL.png

boxplot f1 homogeneous homogeneous DFedSAM.png

boxplot f1 homogeneous homogeneous FedAvg.png
Communication summary (per method × condition)
| method |
condition |
edges |
sent_events |
recv_events |
total_bytes |
| ASILO |
fast25 |
122 |
1439 |
1439 |
7771965 |
| ASILO |
fast50 |
117 |
1282 |
1282 |
6922851 |
| DFedSAM |
fast25 |
30 |
15000 |
15000 |
31200000 |
| DFedSAM |
fast50 |
30 |
15000 |
15000 |
31200000 |
| DeceFL |
fast25 |
60 |
60000 |
30000 |
93600000 |
| DeceFL |
fast50 |
60 |
60000 |
30000 |
93600000 |
| FedAvg |
fast25 |
30 |
22387 |
15000 |
38882480 |
| FedAvg |
fast50 |
30 |
22478 |
15000 |
38977120 |
Communication Graphs
ASILO
ASILO — fast25
ASILO — fast50FedAvg
FedAvg — fast25
FedAvg — fast50DFedSAM
DFedSAM — fast25
DFedSAM — fast50DeceFL
DeceFL — fast25
DeceFL — fast50Effective Contribution Graphs
ASILO
ASILO — fast25
ASILO — fast50